Software analytics: challenges and opportunities

L Guerrouj, O Baysal, D Lo, F Khomh - … on Software Engineering …, 2016 - dl.acm.org
… tutorial on software analytics. The tutorial will start with an introduction of software analytics.
… challenges and opportunities associated with software analytics based on the examples …

Software analytics to software practice: a systematic literature review

TM Abdellatif, LF Capretz, D Ho - … Data Software Engineering, 2015 - ieeexplore.ieee.org
… Kitchenham [5] approach for a software engineering literature review. So we started with the
… So, we started with the term “software analytics” then we went through the following steps: …

Software analytics: so what?

T Menzies, T Zimmermann - IEEE Software, 2013 - ieeexplore.ieee.org
… on Software Engineering, Forrest Shull, the editor in chief of this magazine, told his audience
in a tutorial that the current pace of manual methods in empirical software engineering

Towards greener software engineering using software analytics: A systematic mapping

H Anwar, D Pfahl - … Conference on Software Engineering and …, 2017 - ieeexplore.ieee.org
Software analytics could be used for this purpose, as it … field of green software engineering
using software analytics, we … how software analytics is used to make software engineering

Explainable software analytics

HK Dam, T Tran, A Ghose - … on software engineering: New ideas and …, 2018 - dl.acm.org
… In this paper, we argue that making software analytics models … evaluating software analytics
models. We envision that explainability will be a key driver for developing software analytics

Software development analytics in practice: A systematic literature review

J Caldeira, F Brito e Abreu, J Cardoso… - … Methods in Engineering, 2023 - Springer
… identify the role of software analytics in the field of “green software engineering”. Findings …
extraction, used software analytics techniques to foster green software engineering. Results …

Lessons learned from software analytics in practice

A Bener, AT Misirli, B Caglayan, E Kocaguneli… - The art and science of …, 2015 - Elsevier
Software engineering is the study and practice of building … Software engineering is a very
rich field where we have … This richness enables software engineering research and practice to …

How to “dodge” complex software analytics

A Agrawal, W Fu, D Chen, X Shen… - … Software Engineering, 2019 - ieeexplore.ieee.org
Machine learning techniques applied to software engineering tasks can be improved by
hyperparameter optimization, ie, automatic tools that find good settings for a learner's control …

Software analytics in continuous delivery: a case study on success factors

H Huijgens, D Spadini, D Stevens, N Visser… - … software engineering …, 2018 - dl.acm.org
… Method: We analyzed artifacts delivered by the software analytics project, and performed
semi-… software engineering. Again, also in this study software analytics is not mentioned once. …

Tuning for software analytics: Is it really necessary?

W Fu, T Menzies, X Shen - Information and Software Technology, 2016 - Elsevier
… In any case, our answer to RQ3 is “yes”, tuning changes our conclusions about what factors
are most important in software engineering. Hence, many old papers need to be revisited …